Overview

Brought to you by YData

Dataset statistics

Number of variables	31
Number of observations	253755
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	60.0 MiB
Average record size in memory	248.0 B

Variable types

Numeric	28
Categorical	3

Alerts

`Nhog` has constant value "1"	Constant
`arrenda` is highly overall correlated with `rentas`	High correlation
`cum_factor` is highly overall correlated with `ing_cor` and 1 other fields	High correlation
`decile` is highly overall correlated with `ing_cor` and 2 other fields	High correlation
`entidad` is highly overall correlated with `est_dis` and 3 other fields	High correlation
`est_dis` is highly overall correlated with `entidad` and 3 other fields	High correlation
`folioviv` is highly overall correlated with `entidad` and 3 other fields	High correlation
`ing_cor` is highly overall correlated with `cum_factor` and 3 other fields	High correlation
`ingtrab` is highly overall correlated with `cum_factor` and 3 other fields	High correlation
`jubilacion` is highly overall correlated with `transfer`	High correlation
`rentas` is highly overall correlated with `arrenda` and 1 other fields	High correlation
`trabajo` is highly overall correlated with `decile` and 2 other fields	High correlation
`transfer` is highly overall correlated with `jubilacion`	High correlation
`ubica_geo` is highly overall correlated with `entidad` and 3 other fields	High correlation
`upm` is highly overall correlated with `entidad` and 3 other fields	High correlation
`utilidad` is highly overall correlated with `rentas`	High correlation
`foliohog` is highly imbalanced (94.8%)	Imbalance
`ing_cor` is highly skewed (γ1 = 40.06266922)	Skewed
`ingtrab` is highly skewed (γ1 = 21.14059096)	Skewed
`negocio` is highly skewed (γ1 = 93.83910751)	Skewed
`otros_trab` is highly skewed (γ1 = 50.31595339)	Skewed
`rentas` is highly skewed (γ1 = 98.56600621)	Skewed
`utilidad` is highly skewed (γ1 = 101.9846892)	Skewed
`arrenda` is highly skewed (γ1 = 50.09219396)	Skewed
`transfer` is highly skewed (γ1 = 44.30195684)	Skewed
`jubilacion` is highly skewed (γ1 = 70.88625813)	Skewed
`becas` is highly skewed (γ1 = 39.38829772)	Skewed
`transf_hog` is highly skewed (γ1 = 20.62957593)	Skewed
`trans_inst` is highly skewed (γ1 = 93.28168222)	Skewed
`otros_ing` is highly skewed (γ1 = 44.39879323)	Skewed
`ingtrab` has 28787 (11.3%) zeros	Zeros
`trabajo` has 62299 (24.6%) zeros	Zeros
`negocio` has 176458 (69.5%) zeros	Zeros
`otros_trab` has 207401 (81.7%) zeros	Zeros
`rentas` has 233507 (92.0%) zeros	Zeros
`utilidad` has 244002 (96.2%) zeros	Zeros
`arrenda` has 242349 (95.5%) zeros	Zeros
`transfer` has 72418 (28.5%) zeros	Zeros
`jubilacion` has 211880 (83.5%) zeros	Zeros
`becas` has 244742 (96.4%) zeros	Zeros
`donativos` has 199509 (78.6%) zeros	Zeros
`remesas` has 238723 (94.1%) zeros	Zeros
`bene_gob` has 170028 (67.0%) zeros	Zeros
`transf_hog` has 174206 (68.7%) zeros	Zeros
`trans_inst` has 207377 (81.7%) zeros	Zeros
`estim_alqu` has 35251 (13.9%) zeros	Zeros
`otros_ing` has 248610 (98.0%) zeros	Zeros
`decile` has 28631 (11.3%) zeros	Zeros

Reproduction

Analysis started	2024-11-06 23:52:34.117425
Analysis finished	2024-11-06 23:56:23.180789
Duration	3 minutes and 49.06 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

folioviv
Real number (ℝ)

High correlation

Distinct	245336
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6152604 × 10⁹

Minimum	1.00005 × 10⁸
Maximum	3.2607989 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1.00005 × 10⁸
5-th percentile	2.079852 × 10⁸
Q1	8.046491 × 10⁸
median	1.5620738 × 10⁹
Q3	2.4034419 × 10⁹
95-th percentile	3.1027969 × 10⁹
Maximum	3.2607989 × 10⁹
Range	3.1607939 × 10⁹
Interquartile range (IQR)	1.5987928 × 10⁹

Descriptive statistics

Standard deviation	9.2964547 × 10⁸
Coefficient of variation (CV)	0.57553906
Kurtosis	-1.2143773
Mean	1.6152604 × 10⁹
Median Absolute Deviation (MAD)	7.9801708 × 10⁸
Skewness	0.077342466
Sum	4.0988041 × 10¹⁴
Variance	8.6424071 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
917007901	5	< 0.1%
401444216	5	< 0.1%
1603924905	5	< 0.1%
1601079606	5	< 0.1%
1407220002	5	< 0.1%
2260564319	5	< 0.1%
2200819303	5	< 0.1%
2200518002	5	< 0.1%
2502171703	5	< 0.1%
2660334402	5	< 0.1%
Other values (245326)	253705	> 99.9%

Value	Count	Frequency (%)
100005002	1	< 0.1%
100005003	1	< 0.1%
100005004	1	< 0.1%
100012002	2	< 0.1%
100012004	1	< 0.1%
100012006	1	< 0.1%
100013601	1	< 0.1%
100013602	1	< 0.1%
100013603	1	< 0.1%
100013604	1	< 0.1%

Value	Count	Frequency (%)
3260798906	1	< 0.1%
3260798905	1	< 0.1%
3260798904	1	< 0.1%
3260798903	1	< 0.1%
3260798902	1	< 0.1%
3260798901	1	< 0.1%
3260798812	1	< 0.1%
3260798811	1	< 0.1%
3260798810	1	< 0.1%
3260798809	1	< 0.1%

foliohog
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.1 MiB

1	249982
2	3286
3	422
4	55
5	10

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	253755
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	249982	98.5%
2	3286	1.3%
3	422	0.2%
4	55	< 0.1%
5	10	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	249982	98.5%
2	3286	1.3%
3	422	0.2%
4	55	< 0.1%
5	10	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	249982	98.5%
2	3286	1.3%
3	422	0.2%
4	55	< 0.1%
5	10	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	253755	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	249982	98.5%
2	3286	1.3%
3	422	0.2%
4	55	< 0.1%
5	10	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	253755	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	249982	98.5%
2	3286	1.3%
3	422	0.2%
4	55	< 0.1%
5	10	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	253755	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	249982	98.5%
2	3286	1.3%
3	422	0.2%
4	55	< 0.1%
5	10	< 0.1%

ubica_geo
Real number (ℝ)

High correlation

Distinct	1528
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15937.66

Minimum	1001
Maximum	32057
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1001
5-th percentile	2002
Q1	8019
median	15121
Q3	24028
95-th percentile	31050
Maximum	32057
Range	31056
Interquartile range (IQR)	16009

Descriptive statistics

Standard deviation	9308.9278
Coefficient of variation (CV)	0.58408371
Kurtosis	-1.2184141
Mean	15937.66
Median Absolute Deviation (MAD)	7887
Skewness	0.077489507
Sum	4.044261 × 10⁹
Variance	86656136
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1001	4428	1.7%
2002	3938	1.6%
2004	3825	1.5%
8037	3746	1.5%
22014	3677	1.4%
25006	3318	1.3%
3008	2871	1.1%
3003	2869	1.1%
23005	2691	1.1%
31050	2647	1.0%
Other values (1518)	219745	86.6%

Value	Count	Frequency (%)
1001	4428	1.7%
1002	341	0.1%
1003	454	0.2%
1004	39	< 0.1%
1005	780	0.3%
1006	368	0.1%
1007	414	0.2%
1008	44	< 0.1%
1009	171	0.1%
1010	183	0.1%

Value	Count	Frequency (%)
32057	71	< 0.1%
32056	646	0.3%
32055	56	< 0.1%
32054	192	0.1%
32053	171	0.1%
32052	132	0.1%
32051	161	0.1%
32050	48	< 0.1%
32049	84	< 0.1%
32048	113	< 0.1%

ing_cor
Real number (ℝ)

High correlation Skewed

Distinct	223229
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52157.862

Minimum	0
Maximum	10702107
Zeros	30
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	10563.866
Q1	23152.855
median	38189.65
Q3	63042.055
95-th percentile	133639.89
Maximum	10702107
Range	10702107
Interquartile range (IQR)	39889.2

Descriptive statistics

Standard deviation	71496.053
Coefficient of variation (CV)	1.3707627
Kurtosis	3796.2765
Mean	52157.862
Median Absolute Deviation (MAD)	17940.76
Skewness	40.062669
Sum	1.3235318 × 10¹⁰
Variance	5.1116856 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29347.82	59	< 0.1%
17608.69	56	< 0.1%
23478.26	55	< 0.1%
20511.91	51	< 0.1%
23415.14	45	< 0.1%
29508.19	44	< 0.1%
21963.52	42	< 0.1%
29284.71	42	< 0.1%
22204.91	42	< 0.1%
16990.17	39	< 0.1%
Other values (223219)	253280	99.8%

Value	Count	Frequency (%)
0	30	< 0.1%
79.67	1	< 0.1%
97.82	1	< 0.1%
264.13	1	< 0.1%
381.29	1	< 0.1%
405	1	< 0.1%
467.21	1	< 0.1%
580.64	1	< 0.1%
681.48	1	< 0.1%
684.78	1	< 0.1%

Value	Count	Frequency (%)
10702107.4	1	< 0.1%
7153770.46	1	< 0.1%
6431318.87	1	< 0.1%
6406776.43	1	< 0.1%
6124150.93	1	< 0.1%
6033136.73	1	< 0.1%
5915139.37	1	< 0.1%
4501830.28	1	< 0.1%
4033085.53	1	< 0.1%
3950804.34	1	< 0.1%

factor
Real number (ℝ)

Distinct	2380
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	424.46571

Minimum	6
Maximum	6470
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	6
5-th percentile	53
Q1	156
median	293
Q3	535
95-th percentile	1278
Maximum	6470
Range	6464
Interquartile range (IQR)	379

Descriptive statistics

Standard deviation	433.26491
Coefficient of variation (CV)	1.0207301
Kurtosis	13.496032
Mean	424.46571
Median Absolute Deviation (MAD)	166
Skewness	2.877524
Sum	1.077103 × 10⁸
Variance	187718.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112	875	0.3%
104	855	0.3%
119	841	0.3%
102	829	0.3%
115	820	0.3%
114	772	0.3%
96	764	0.3%
116	732	0.3%
105	729	0.3%
101	725	0.3%
Other values (2370)	245813	96.9%

Value	Count	Frequency (%)
6	19	< 0.1%
9	51	< 0.1%
10	58	< 0.1%
12	96	< 0.1%
14	22	< 0.1%
15	100	< 0.1%
16	114	< 0.1%
17	194	0.1%
18	269	0.1%
19	421	0.2%

Value	Count	Frequency (%)
6470	5	< 0.1%
6414	1	< 0.1%
6133	4	< 0.1%
6074	6	< 0.1%
5763	6	< 0.1%
5284	5	< 0.1%
5280	4	< 0.1%
5210	3	< 0.1%
5099	2	< 0.1%
5044	1	< 0.1%

upm
Real number (ℝ)

High correlation

Distinct	10231
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4943.8809

Minimum	1
Maximum	10232
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	602
Q1	2507
median	4886
Q3	7175
95-th percentile	9599
Maximum	10232
Range	10231
Interquartile range (IQR)	4668

Descriptive statistics

Standard deviation	2816.5227
Coefficient of variation (CV)	0.56969874
Kurtosis	-1.0721149
Mean	4943.8809
Median Absolute Deviation (MAD)	2315
Skewness	0.050804308
Sum	1.2545345 × 10⁹
Variance	7932800.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5352	73	< 0.1%
5337	72	< 0.1%
4423	72	< 0.1%
5345	71	< 0.1%
283	70	< 0.1%
2444	70	< 0.1%
1002	70	< 0.1%
6751	70	< 0.1%
5358	69	< 0.1%
5338	69	< 0.1%
Other values (10221)	253049	99.7%

Value	Count	Frequency (%)
1	10	< 0.1%
2	13	< 0.1%
3	14	< 0.1%
4	16	< 0.1%
5	12	< 0.1%
6	14	< 0.1%
7	12	< 0.1%
8	17	< 0.1%
9	14	< 0.1%
10	16	< 0.1%

Value	Count	Frequency (%)
10232	23	< 0.1%
10231	23	< 0.1%
10230	19	< 0.1%
10229	20	< 0.1%
10228	19	< 0.1%
10227	20	< 0.1%
10226	17	< 0.1%
10225	19	< 0.1%
10224	19	< 0.1%
10223	20	< 0.1%

est_dis
Real number (ℝ)

High correlation

Distinct	560
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	259.94604

Minimum	1
Maximum	560
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	27
Q1	120
median	254
Q3	388
95-th percentile	533
Maximum	560
Range	559
Interquartile range (IQR)	268

Descriptive statistics

Standard deviation	161.19906
Coefficient of variation (CV)	0.6201251
Kurtosis	-1.1208485
Mean	259.94604
Median Absolute Deviation (MAD)	134
Skewness	0.14400203
Sum	65962607
Variance	25985.138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	3247	1.3%
138	2516	1.0%
11	2313	0.9%
139	1942	0.8%
2	1773	0.7%
140	1759	0.7%
333	1706	0.7%
29	1599	0.6%
116	1586	0.6%
331	1548	0.6%
Other values (550)	233766	92.1%

Value	Count	Frequency (%)
1	1184	0.5%
2	1773	0.7%
3	691	0.3%
4	153	0.1%
5	44	< 0.1%
6	51	< 0.1%
7	383	0.2%
8	127	0.1%
9	266	0.1%
10	974	0.4%

Value	Count	Frequency (%)
560	637	0.3%
559	345	0.1%
558	859	0.3%
557	645	0.3%
556	331	0.1%
555	560	0.2%
554	246	0.1%
553	324	0.1%
552	211	0.1%
551	327	0.1%

ingtrab
Real number (ℝ)

High correlation Skewed Zeros

Distinct	125265
Distinct (%)	49.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34180.989

Minimum	0
Maximum	5891913.6
Zeros	28787
Zeros (%)	11.3%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9640.99
median	24590.15
Q3	45817.23
95-th percentile	99737.67
Maximum	5891913.6
Range	5891913.6
Interquartile range (IQR)	36176.24

Descriptive statistics

Standard deviation	44099.976
Coefficient of variation (CV)	1.2901902
Kurtosis	1887.6356
Mean	34180.989
Median Absolute Deviation (MAD)	17379
Skewness	21.140591
Sum	8.6735969 × 10⁹
Variance	1.9448079 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28787	11.3%
17608.69	727	0.3%
23478.26	507	0.2%
29347.82	463	0.2%
11739.13	449	0.2%
17704.91	431	0.2%
19076.08	408	0.2%
14086.95	399	0.2%
15260.86	367	0.1%
23606.55	320	0.1%
Other values (125255)	220897	87.1%

Value	Count	Frequency (%)
0	28787	11.3%
2.93	4	< 0.1%
2.95	1	< 0.1%
4.89	2	< 0.1%
4.91	1	< 0.1%
4.97	1	< 0.1%
5.86	4	< 0.1%
5.9	3	< 0.1%
5.96	2	< 0.1%
7.33	3	< 0.1%

Value	Count	Frequency (%)
5891913.57	1	< 0.1%
3950804.34	1	< 0.1%
3771994	1	< 0.1%
2910326.08	1	< 0.1%
2667344.25	1	< 0.1%
2002740.74	1	< 0.1%
1841188.51	1	< 0.1%
1743205.1	1	< 0.1%
1622688.26	1	< 0.1%
1571818.67	1	< 0.1%

trabajo
Real number (ℝ)

High correlation Zeros

Distinct	83585
Distinct (%)	32.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28490.366

Minimum	0
Maximum	3950804.3
Zeros	62299
Zeros (%)	24.6%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	344.26
median	19520.46
Q3	39864.12
95-th percentile	91153.318
Maximum	3950804.3
Range	3950804.3
Interquartile range (IQR)	39519.86

Descriptive statistics

Standard deviation	39253.867
Coefficient of variation (CV)	1.3777944
Kurtosis	976.21019
Mean	28490.366
Median Absolute Deviation (MAD)	19520.46
Skewness	14.324796
Sum	7.2295728 × 10⁹
Variance	1.5408661 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62299	24.6%
17608.69	1062	0.4%
23478.26	703	0.3%
11739.13	699	0.3%
17704.91	612	0.2%
14086.95	608	0.2%
29347.82	557	0.2%
19076.08	539	0.2%
15260.86	535	0.2%
8804.34	481	0.2%
Other values (83575)	185660	73.2%

Value	Count	Frequency (%)
0	62299	24.6%
0.99	1	< 0.1%
2.45	1	< 0.1%
3.97	1	< 0.1%
4.89	3	< 0.1%
4.91	2	< 0.1%
4.97	1	< 0.1%
5.86	1	< 0.1%
5.96	1	< 0.1%
7.33	3	< 0.1%

Value	Count	Frequency (%)
3950804.34	1	< 0.1%
3771994	1	< 0.1%
2836956.52	1	< 0.1%
2655737.7	1	< 0.1%
2002740.74	1	< 0.1%
1398565.56	1	< 0.1%
1218232.02	1	< 0.1%
1192872.89	1	< 0.1%
1187119.56	1	< 0.1%
1173913.04	1	< 0.1%

negocio
Real number (ℝ)

Skewed Zeros

Distinct	41269
Distinct (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4392.4865

Minimum	0
Maximum	5712891.8
Zeros	176458
Zeros (%)	69.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1217.93
95-th percentile	24077.927
Maximum	5712891.8
Range	5712891.8
Interquartile range (IQR)	1217.93

Descriptive statistics

Standard deviation	20971.475
Coefficient of variation (CV)	4.7743972
Kurtosis	22321.066
Mean	4392.4865
Median Absolute Deviation (MAD)	0
Skewness	93.839108
Sum	1.1146154 × 10⁹
Variance	4.3980277 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	176458	69.5%
1467.39	85	< 0.1%
293.47	81	< 0.1%
5869.56	79	< 0.1%
586.95	69	< 0.1%
2934.78	69	< 0.1%
733.69	68	< 0.1%
73.36	67	< 0.1%
146.73	64	< 0.1%
440.21	62	< 0.1%
Other values (41259)	76653	30.2%

Value	Count	Frequency (%)
0	176458	69.5%
0.48	1	< 0.1%
0.97	1	< 0.1%
2.45	1	< 0.1%
2.93	15	< 0.1%
2.95	6	< 0.1%
2.96	1	< 0.1%
2.98	1	< 0.1%
3.93	1	< 0.1%
4.89	2	< 0.1%

Value	Count	Frequency (%)
5712891.84	1	< 0.1%
1743205.1	1	< 0.1%
1622688.26	1	< 0.1%
1473748.04	1	< 0.1%
1223699.66	1	< 0.1%
1120231.94	1	< 0.1%
952480.32	1	< 0.1%
939538.02	1	< 0.1%
921266.55	1	< 0.1%
889524.59	1	< 0.1%

otros_trab
Real number (ℝ)

Skewed Zeros

Distinct	6569
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1298.1367

Minimum	0
Maximum	1257295.1
Zeros	207401
Zeros (%)	81.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8315.21
Maximum	1257295.1
Range	1257295.1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6733.4849
Coefficient of variation (CV)	5.1870385
Kurtosis	6778.9569
Mean	1298.1367
Median Absolute Deviation (MAD)	0
Skewness	50.315953
Sum	3.2940867 × 10⁸
Variance	45339819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	207401	81.7%
2934.78	575	0.2%
978.26	527	0.2%
5869.56	526	0.2%
1467.39	525	0.2%
1956.52	453	0.2%
489.13	418	0.2%
3913.04	406	0.2%
586.95	384	0.2%
293.47	383	0.2%
Other values (6559)	42157	16.6%

Value	Count	Frequency (%)
0	207401	81.7%
0.48	4	< 0.1%
0.49	8	< 0.1%
2.95	1	< 0.1%
4.91	2	< 0.1%
5.43	1	< 0.1%
6.39	1	< 0.1%
7.37	1	< 0.1%
7.82	1	< 0.1%
9.78	3	< 0.1%

Value	Count	Frequency (%)
1257295.08	1	< 0.1%
929347.82	1	< 0.1%
493276.72	1	< 0.1%
442622.95	1	< 0.1%
405494.5	1	< 0.1%
393442.62	1	< 0.1%
391304.34	1	< 0.1%
376548.06	1	< 0.1%
343663.03	1	< 0.1%
317769.23	1	< 0.1%

rentas
Real number (ℝ)

High correlation Skewed Zeros

Distinct	9556
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3061.078

Minimum	0
Maximum	10688918
Zeros	233507
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6795.487
Maximum	10688918
Range	10688918
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	49105.834
Coefficient of variation (CV)	16.042007
Kurtosis	14983.938
Mean	3061.078
Median Absolute Deviation (MAD)	0
Skewness	98.566006
Sum	7.7676385 × 10⁸
Variance	2.4113829 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	233507	92.0%
2934.78	430	0.2%
5869.56	405	0.2%
4402.17	350	0.1%
8804.34	282	0.1%
2950.81	258	0.1%
5901.63	241	0.1%
14673.91	221	0.1%
7336.95	213	0.1%
1467.39	207	0.1%
Other values (9546)	17641	7.0%

Value	Count	Frequency (%)
0	233507	92.0%
0.97	1	< 0.1%
2.44	1	< 0.1%
3.48	1	< 0.1%
4.89	2	< 0.1%
7.33	1	< 0.1%
8.8	2	< 0.1%
8.95	1	< 0.1%
9.78	1	< 0.1%
9.83	1	< 0.1%

Value	Count	Frequency (%)
10688918.47	1	< 0.1%
6854754.09	1	< 0.1%
6329445.65	1	< 0.1%
6197282.6	1	< 0.1%
5990624.99	1	< 0.1%
5894135.28	1	< 0.1%
3916956.5	1	< 0.1%
3499259.66	1	< 0.1%
3282786.88	1	< 0.1%
3268738.03	1	< 0.1%

utilidad
Real number (ℝ)

High correlation Skewed Zeros

Distinct	8460
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2487.5975

Minimum	0
Maximum	10688918
Zeros	244002
Zeros (%)	96.2%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10688918
Range	10688918
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	47720.772
Coefficient of variation (CV)	19.183478
Kurtosis	16044.296
Mean	2487.5975
Median Absolute Deviation (MAD)	0
Skewness	101.98469
Sum	6.3124029 × 10⁸
Variance	2.277272 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	244002	96.2%
19076.08	13	< 0.1%
29508.19	11	< 0.1%
11739.13	10	< 0.1%
14673.91	10	< 0.1%
29347.82	10	< 0.1%
31793.47	9	< 0.1%
4402.17	9	< 0.1%
5869.56	9	< 0.1%
4891.3	9	< 0.1%
Other values (8450)	9663	3.8%

Value	Count	Frequency (%)
0	244002	96.2%
20.54	1	< 0.1%
29.34	1	< 0.1%
32.45	1	< 0.1%
35.21	1	< 0.1%
49.18	2	< 0.1%
50.16	1	< 0.1%
67.49	1	< 0.1%
70.6	1	< 0.1%
70.92	1	< 0.1%

Value	Count	Frequency (%)
10688918.47	1	< 0.1%
6854754.09	1	< 0.1%
6329445.65	1	< 0.1%
5990624.99	1	< 0.1%
5735019.28	1	< 0.1%
5233695.65	1	< 0.1%
3499259.66	1	< 0.1%
3282786.88	1	< 0.1%
3268738.03	1	< 0.1%
3095217.38	1	< 0.1%

arrenda
Real number (ℝ)

High correlation Skewed Zeros

Distinct	1627
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	573.48055

Minimum	0
Maximum	963586.95
Zeros	242349
Zeros (%)	95.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	963586.95
Range	963586.95
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6800.8265
Coefficient of variation (CV)	11.858862
Kurtosis	4451.0881
Mean	573.48055
Median Absolute Deviation (MAD)	0
Skewness	50.092194
Sum	1.4552356 × 10⁸
Variance	46251241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	242349	95.5%
2934.78	442	0.2%
5869.56	420	0.2%
4402.17	361	0.1%
8804.34	302	0.1%
2950.81	269	0.1%
5901.63	253	0.1%
14673.91	241	0.1%
7336.95	227	0.1%
1467.39	215	0.1%
Other values (1617)	8676	3.4%

Value	Count	Frequency (%)
0	242349	95.5%
0.97	1	< 0.1%
2.44	1	< 0.1%
3.48	1	< 0.1%
4.89	2	< 0.1%
5.86	1	< 0.1%
7.33	1	< 0.1%
8.8	2	< 0.1%
8.95	1	< 0.1%
9.78	1	< 0.1%

Value	Count	Frequency (%)
963586.95	1	< 0.1%
821739.12	1	< 0.1%
733695.65	1	< 0.1%
608967.38	1	< 0.1%
596685.07	1	< 0.1%
589226.51	1	< 0.1%
545901.63	1	< 0.1%
440217.39	1	< 0.1%
397418.47	1	< 0.1%
393783.26	1	< 0.1%

transfer
Real number (ℝ)

High correlation Skewed Zeros

Distinct	87184
Distinct (%)	34.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9165.8536

Minimum	0
Maximum	4490217.4
Zeros	72418
Zeros (%)	28.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2973.72
Q3	10285.69
95-th percentile	37680.731
Maximum	4490217.4
Range	4490217.4
Interquartile range (IQR)	10285.69

Descriptive statistics

Standard deviation	21496.722
Coefficient of variation (CV)	2.345305
Kurtosis	7727.1641
Mean	9165.8536
Median Absolute Deviation (MAD)	2973.72
Skewness	44.301957
Sum	2.3258812 × 10⁹
Variance	4.6210908 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	72418	28.5%
1565.21	1079	0.4%
2571.42	973	0.4%
2347.82	929	0.4%
1285.71	807	0.3%
782.6	736	0.3%
5869.56	718	0.3%
2934.78	696	0.3%
1573.77	651	0.3%
1928.57	565	0.2%
Other values (87174)	174183	68.6%

Value	Count	Frequency (%)
0	72418	28.5%
2.44	1	< 0.1%
4.89	2	< 0.1%
5.8	3	< 0.1%
7.33	2	< 0.1%
9.78	9	< 0.1%
9.83	5	< 0.1%
9.89	1	< 0.1%
12.85	8	< 0.1%
13.92	1	< 0.1%

Value	Count	Frequency (%)
4490217.38	1	< 0.1%
1448245.31	1	< 0.1%
1324925.73	1	< 0.1%
1195106.15	1	< 0.1%
1004812.19	1	< 0.1%
1001867.4	1	< 0.1%
930803	1	< 0.1%
805327.85	1	< 0.1%
694045.54	1	< 0.1%
688524.59	1	< 0.1%

jubilacion
Real number (ℝ)

High correlation Skewed Zeros

Distinct	4643
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3979.5932

Minimum	0
Maximum	4490217.4
Zeros	211880
Zeros (%)	83.5%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	23478.26
Maximum	4490217.4
Range	4490217.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	17548.148
Coefficient of variation (CV)	4.4095331
Kurtosis	16894.757
Mean	3979.5932
Median Absolute Deviation (MAD)	0
Skewness	70.886258
Sum	1.0098417 × 10⁹
Variance	3.0793749 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	211880	83.5%
8804.34	1268	0.5%
5869.56	977	0.4%
7336.95	895	0.4%
8852.45	770	0.3%
11739.13	700	0.3%
8217.39	652	0.3%
14673.91	619	0.2%
17608.69	615	0.2%
23478.26	559	0.2%
Other values (4633)	34820	13.7%

Value	Count	Frequency (%)
0	211880	83.5%
44.99	1	< 0.1%
49.18	1	< 0.1%
97.82	1	< 0.1%
98.36	1	< 0.1%
99.44	1	< 0.1%
131.76	1	< 0.1%
147.54	1	< 0.1%
170.21	1	< 0.1%
171.19	1	< 0.1%

Value	Count	Frequency (%)
4490217.38	1	< 0.1%
688524.59	1	< 0.1%
531147.54	1	< 0.1%
498913.04	1	< 0.1%
479347.82	1	< 0.1%
460327.86	1	< 0.1%
446789.5	1	< 0.1%
440217.39	1	< 0.1%
440217.38	1	< 0.1%
402065.21	1	< 0.1%

becas
Real number (ℝ)

Skewed Zeros

Distinct	1722
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.695918

Minimum	0
Maximum	153831.51
Zeros	244742
Zeros (%)	96.4%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	153831.51
Range	153831.51
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1392.5477
Coefficient of variation (CV)	13.967952
Kurtosis	2237.8031
Mean	99.695918
Median Absolute Deviation (MAD)	0
Skewness	39.388298
Sum	25298338
Variance	1939189.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	244742	96.4%
782.6	280	0.1%
2347.82	244	0.1%
1565.21	215	0.1%
786.88	184	0.1%
1467.39	148	0.1%
586.95	146	0.1%
733.69	141	0.1%
489.13	132	0.1%
1173.91	118	< 0.1%
Other values (1712)	7405	2.9%

Value	Count	Frequency (%)
0	244742	96.4%
15.65	1	< 0.1%
48.91	1	< 0.1%
73.36	3	< 0.1%
73.77	2	< 0.1%
75.81	1	< 0.1%
97.82	9	< 0.1%
98.36	8	< 0.1%
99.44	1	< 0.1%
110.05	1	< 0.1%

Value	Count	Frequency (%)
153831.51	1	< 0.1%
118032.78	1	< 0.1%
113967.39	1	< 0.1%
100956.52	1	< 0.1%
97377.03	1	< 0.1%
94279.88	1	< 0.1%
88043.47	1	< 0.1%
88043.46	1	< 0.1%
83535.9	1	< 0.1%
82622.94	1	< 0.1%

donativos
Real number (ℝ)

Zeros

Distinct	5237
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1146.441

Minimum	0
Maximum	413114.75
Zeros	199509
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7043.47
Maximum	413114.75
Range	413114.75
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4566.3634
Coefficient of variation (CV)	3.9830777
Kurtosis	802.86682
Mean	1146.441
Median Absolute Deviation (MAD)	0
Skewness	16.608278
Sum	2.9091513 × 10⁸
Variance	20851675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	199509	78.6%
2934.78	1698	0.7%
5869.56	1534	0.6%
1467.39	1090	0.4%
2950.81	908	0.4%
5901.63	899	0.4%
489.13	769	0.3%
8804.34	763	0.3%
978.26	704	0.3%
1475.4	695	0.3%
Other values (5227)	45186	17.8%

Value	Count	Frequency (%)
0	199509	78.6%
0.99	1	< 0.1%
2.44	2	< 0.1%
2.45	1	< 0.1%
4.89	6	< 0.1%
4.91	3	< 0.1%
4.97	3	< 0.1%
5.46	1	< 0.1%
7.33	2	< 0.1%
7.37	1	< 0.1%

Value	Count	Frequency (%)
413114.75	1	< 0.1%
354098.36	2	< 0.1%
317934.78	1	< 0.1%
211304.34	1	< 0.1%
196630.42	1	< 0.1%
176086.95	1	< 0.1%
176086.94	1	< 0.1%
162620.7	1	< 0.1%
155054.34	1	< 0.1%
147540.98	1	< 0.1%

remesas
Real number (ℝ)

Zeros

Distinct	3024
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	664.72281

Minimum	0
Maximum	360948.9
Zeros	238723
Zeros (%)	94.1%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1112.151
Maximum	360948.9
Range	360948.9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4777.3417
Coefficient of variation (CV)	7.1869682
Kurtosis	449.02133
Mean	664.72281
Median Absolute Deviation (MAD)	0
Skewness	15.804189
Sum	1.6867674 × 10⁸
Variance	22822993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	238723	94.1%
2934.78	381	0.2%
5869.56	374	0.1%
978.26	291	0.1%
1467.39	257	0.1%
11739.13	250	0.1%
8804.34	224	0.1%
489.13	219	0.1%
5901.63	214	0.1%
2950.81	202	0.1%
Other values (3014)	12620	5.0%

Value	Count	Frequency (%)
0	238723	94.1%
4.97	1	< 0.1%
9.78	1	< 0.1%
9.83	1	< 0.1%
14.75	1	< 0.1%
19.56	1	< 0.1%
24.59	1	< 0.1%
24.72	1	< 0.1%
48.91	6	< 0.1%
49.18	6	< 0.1%

Value	Count	Frequency (%)
360948.9	1	< 0.1%
244565.21	1	< 0.1%
238524.59	1	< 0.1%
205434.78	1	< 0.1%
200655.73	1	< 0.1%
181967.21	1	< 0.1%
181721.28	1	< 0.1%
180978.26	1	< 0.1%
176086.95	1	< 0.1%
174619.56	1	< 0.1%

bene_gob
Real number (ℝ)

Zeros

Distinct	9423
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1341.253

Minimum	0
Maximum	122282.6
Zeros	170028
Zeros (%)	67.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1702.17
95-th percentile	6456.52
Maximum	122282.6
Range	122282.6
Interquartile range (IQR)	1702.17

Descriptive statistics

Standard deviation	2688.0839
Coefficient of variation (CV)	2.0041587
Kurtosis	34.295996
Mean	1341.253
Median Absolute Deviation (MAD)	0
Skewness	3.5025346
Sum	3.4034966 × 10⁸
Variance	7225795.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	170028	67.0%
1565.21	2387	0.9%
5649.45	2127	0.8%
2347.82	1661	0.7%
1573.77	1474	0.6%
782.6	1340	0.5%
1702.17	1286	0.5%
5576.08	1250	0.5%
5680.32	1183	0.5%
786.88	1053	0.4%
Other values (9413)	69966	27.6%

Value	Count	Frequency (%)
0	170028	67.0%
44.02	1	< 0.1%
44.26	2	< 0.1%
44.75	1	< 0.1%
48.91	2	< 0.1%
49.18	2	< 0.1%
49.45	1	< 0.1%
52.82	1	< 0.1%
63.58	1	< 0.1%
73.36	1	< 0.1%

Value	Count	Frequency (%)
122282.6	1	< 0.1%
66560.43	1	< 0.1%
63195.64	1	< 0.1%
62163.93	1	< 0.1%
48961.94	1	< 0.1%
48196.72	1	< 0.1%
46478.14	1	< 0.1%
46467.38	1	< 0.1%
45914.72	1	< 0.1%
45326.17	1	< 0.1%

transf_hog
Real number (ℝ)

Skewed Zeros

Distinct	23762
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1383.1761

Minimum	0
Maximum	465000
Zeros	174206
Zeros (%)	68.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	799.205
95-th percentile	7714.27
Maximum	465000
Range	465000
Interquartile range (IQR)	799.205

Descriptive statistics

Standard deviation	4312.26
Coefficient of variation (CV)	3.1176508
Kurtosis	1452.5877
Mean	1383.1761
Median Absolute Deviation (MAD)	0
Skewness	20.629576
Sum	3.5098785 × 10⁸
Variance	18595586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	174206	68.7%
2571.42	2245	0.9%
1285.71	1998	0.8%
642.85	1322	0.5%
1928.57	1311	0.5%
3857.14	1117	0.4%
771.42	1108	0.4%
1028.57	860	0.3%
1542.85	785	0.3%
385.71	729	0.3%
Other values (23752)	68074	26.8%

Value	Count	Frequency (%)
0	174206	68.7%
5.8	1	< 0.1%
7.82	1	< 0.1%
9.78	3	< 0.1%
11.73	1	< 0.1%
12.85	4	< 0.1%
14.51	2	< 0.1%
14.67	3	< 0.1%
17.11	1	< 0.1%
19.28	1	< 0.1%

Value	Count	Frequency (%)
465000	1	< 0.1%
424259.99	1	< 0.1%
383452.22	1	< 0.1%
348387.09	1	< 0.1%
236249.98	1	< 0.1%
219940.07	1	< 0.1%
155426.02	1	< 0.1%
154799.99	1	< 0.1%
152305.48	1	< 0.1%
144738.56	1	< 0.1%

trans_inst
Real number (ℝ)

Skewed Zeros

Distinct	12264
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	550.97167

Minimum	0
Maximum	1425130.4
Zeros	207377
Zeros (%)	81.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1851.42
Maximum	1425130.4
Range	1425130.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7902.0543
Coefficient of variation (CV)	14.342034
Kurtosis	12582.808
Mean	550.97167
Median Absolute Deviation (MAD)	0
Skewness	93.281682
Sum	1.3981182 × 10⁸
Variance	62442462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	207377	81.7%
293.47	971	0.4%
97.82	872	0.3%
195.65	709	0.3%
146.73	588	0.2%
586.95	557	0.2%
48.91	543	0.2%
782.6	458	0.2%
489.13	449	0.2%
391.3	434	0.2%
Other values (12254)	40797	16.1%

Value	Count	Frequency (%)
0	207377	81.7%
0.49	1	< 0.1%
0.97	1	< 0.1%
3.88	1	< 0.1%
4.89	5	< 0.1%
5.8	2	< 0.1%
5.86	1	< 0.1%
6	2	< 0.1%
6.35	1	< 0.1%
6.84	1	< 0.1%

Value	Count	Frequency (%)
1425130.42	1	< 0.1%
1302358.67	1	< 0.1%
1185260.85	1	< 0.1%
978260.86	1	< 0.1%
964565.2	1	< 0.1%
918195.63	1	< 0.1%
626086.94	1	< 0.1%
594560.5	1	< 0.1%
586956.52	1	< 0.1%
574239.12	1	< 0.1%

estim_alqu
Real number (ℝ)

Zeros

Distinct	397
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5704.2286

Minimum	0
Maximum	348387.09
Zeros	35251
Zeros (%)	13.9%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2100
median	4354.83
Q3	7258.06
95-th percentile	15000
Maximum	348387.09
Range	348387.09
Interquartile range (IQR)	5158.06

Descriptive statistics

Standard deviation	7427.3783
Coefficient of variation (CV)	1.3020829
Kurtosis	140.87204
Mean	5704.2286
Median Absolute Deviation (MAD)	2554.83
Skewness	7.4741111
Sum	1.4474765 × 10⁹
Variance	55165948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35251	13.9%
2903.22	22717	9.0%
4354.83	21434	8.4%
5806.45	19961	7.9%
8709.67	11789	4.6%
3000	11125	4.4%
4500	10447	4.1%
6000	9929	3.9%
1451.61	9673	3.8%
7258.06	9025	3.6%
Other values (387)	92404	36.4%

Value	Count	Frequency (%)
0	35251	13.9%
2.9	6	< 0.1%
3	1	< 0.1%
145.16	17	< 0.1%
150	3	< 0.1%
174.19	1	< 0.1%
232.25	4	< 0.1%
290.32	203	0.1%
300	93	< 0.1%
348.38	6	< 0.1%

Value	Count	Frequency (%)
348387.09	1	< 0.1%
300000	3	< 0.1%
290322.58	1	< 0.1%
290319.67	1	< 0.1%
240000	3	< 0.1%
232258.06	1	< 0.1%
210000	1	< 0.1%
203225.8	2	< 0.1%
180000	4	< 0.1%
174193.54	1	< 0.1%

otros_ing
Real number (ℝ)

Skewed Zeros

Distinct	1326
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.712706

Minimum	0
Maximum	97826.08
Zeros	248610
Zeros (%)	98.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	97826.08
Range	97826.08
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	879.54446
Coefficient of variation (CV)	19.2407
Kurtosis	2947.6616
Mean	45.712706
Median Absolute Deviation (MAD)	0
Skewness	44.398793
Sum	11599828
Variance	773598.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	248610	98.0%
24.45	167	0.1%
48.91	166	0.1%
97.82	139	0.1%
9.78	114	< 0.1%
244.56	96	< 0.1%
24.59	79	< 0.1%
9.83	78	< 0.1%
98.36	74	< 0.1%
49.18	71	< 0.1%
Other values (1316)	4161	1.6%

Value	Count	Frequency (%)
0	248610	98.0%
0.48	13	< 0.1%
0.49	16	< 0.1%
0.97	12	< 0.1%
0.98	5	< 0.1%
0.99	3	< 0.1%
1.45	1	< 0.1%
1.46	5	< 0.1%
1.47	1	< 0.1%
1.49	1	< 0.1%

Value	Count	Frequency (%)
97826.08	1	< 0.1%
86340.65	1	< 0.1%
82663.04	1	< 0.1%
73369.56	1	< 0.1%
72391.29	1	< 0.1%
71602.2	1	< 0.1%
59999.99	1	< 0.1%
59171.27	1	< 0.1%
59016.39	1	< 0.1%
58695.65	1	< 0.1%

entidad
Real number (ℝ)

High correlation

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.900589

Minimum	1
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	15
Q3	24
95-th percentile	31
Maximum	32
Range	31
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.296479
Coefficient of variation (CV)	0.58466255
Kurtosis	-1.2184901
Mean	15.900589
Median Absolute Deviation (MAD)	8
Skewness	0.080367546
Sum	4034854
Variance	86.424522
Monotonicity	Increasing

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
8	12911	5.1%
2	11605	4.6%
5	11233	4.4%
22	10717	4.2%
19	10157	4.0%
15	9952	3.9%
25	9795	3.9%
6	9098	3.6%
11	8817	3.5%
31	8299	3.3%
Other values (22)	151171	59.6%

Value	Count	Frequency (%)
1	7644	3.0%
2	11605	4.6%
3	7875	3.1%
4	6202	2.4%
5	11233	4.4%
6	9098	3.6%
7	5997	2.4%
8	12911	5.1%
9	7324	2.9%
10	7734	3.0%

Value	Count	Frequency (%)
32	7178	2.8%
31	8299	3.3%
30	7971	3.1%
29	6320	2.5%
28	6532	2.6%
27	6038	2.4%
26	7068	2.8%
25	9795	3.9%
24	7288	2.9%
23	6371	2.5%

municipio
Real number (ℝ)

Distinct	301
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.071108

Minimum	1
Maximum	570
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	18
Q3	41
95-th percentile	120
Maximum	570
Range	569
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	60.035224
Coefficient of variation (CV)	1.6194613
Kurtosis	28.562444
Mean	37.071108
Median Absolute Deviation (MAD)	14
Skewness	4.6326229
Sum	9406979
Variance	3604.2281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	14447	5.7%
2	12351	4.9%
4	10238	4.0%
5	10169	4.0%
3	8792	3.5%
6	8637	3.4%
7	8559	3.4%
17	7454	2.9%
8	6783	2.7%
10	6046	2.4%
Other values (291)	160279	63.2%

Value	Count	Frequency (%)
1	14447	5.7%
2	12351	4.9%
3	8792	3.5%
4	10238	4.0%
5	10169	4.0%
6	8637	3.4%
7	8559	3.4%
8	6783	2.7%
9	5429	2.1%
10	6046	2.4%

Value	Count	Frequency (%)
570	67	< 0.1%
565	60	< 0.1%
560	24	< 0.1%
559	93	< 0.1%
557	43	< 0.1%
554	19	< 0.1%
553	14	< 0.1%
551	75	< 0.1%
547	22	< 0.1%
546	21	< 0.1%

Nhog
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.1 MiB

1	253755

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	253755
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	253755	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	253755	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	253755	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	253755	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	253755	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	253755	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	253755	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	253755	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	253755	100.0%

year
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	12.8 MiB

2022	90102
2020	89006
2018	74647

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	1015020
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2018
2nd row	2018
3rd row	2018
4th row	2018
5th row	2018

Common Values

Value	Count	Frequency (%)
2022	90102	35.5%
2020	89006	35.1%
2018	74647	29.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2022	90102	35.5%
2020	89006	35.1%
2018	74647	29.4%

Most occurring characters

Value	Count	Frequency (%)
2	522965	51.5%
0	342761	33.8%
1	74647	7.4%
8	74647	7.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1015020	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	522965	51.5%
0	342761	33.8%
1	74647	7.4%
8	74647	7.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1015020	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	522965	51.5%
0	342761	33.8%
1	74647	7.4%
8	74647	7.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1015020	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	522965	51.5%
0	342761	33.8%
1	74647	7.4%
8	74647	7.4%

gini_year
Real number (ℝ)

Distinct	3218
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38530703

Minimum	0.17438871
Maximum	0.86992543
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0.17438871
5-th percentile	0.30732391
Q1	0.35292479
median	0.38099524
Q3	0.41249958
95-th percentile	0.47780005
Maximum	0.86992543
Range	0.69553672
Interquartile range (IQR)	0.059574791

Descriptive statistics

Standard deviation	0.055650025
Coefficient of variation (CV)	0.14443034
Kurtosis	7.1129475
Mean	0.38530703
Median Absolute Deviation (MAD)	0.029383185
Skewness	1.470937
Sum	97773.586
Variance	0.0030969253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.413504205	1544	0.6%
0.3840184801	1500	0.6%
0.4010442349	1427	0.6%
0.373743678	1425	0.6%
0.3947809829	1384	0.5%
0.3683525058	1378	0.5%
0.3829351832	1342	0.5%
0.419491794	1338	0.5%
0.3801705955	1336	0.5%
0.3551722264	1321	0.5%
Other values (3208)	239760	94.5%

Value	Count	Frequency (%)
0.1743887076	17	< 0.1%
0.2161081698	28	< 0.1%
0.2234849112	19	< 0.1%
0.2243115144	10	< 0.1%
0.2246270873	17	< 0.1%
0.2276896521	19	< 0.1%
0.2332877229	19	< 0.1%
0.233473337	18	< 0.1%
0.2335954632	23	< 0.1%
0.2360305355	23	< 0.1%

Value	Count	Frequency (%)
0.8699254311	77	< 0.1%
0.8618222006	16	< 0.1%
0.8599973814	22	< 0.1%
0.8243340561	20	< 0.1%
0.8066551048	19	< 0.1%
0.7826009445	41	< 0.1%
0.7780978993	44	< 0.1%
0.7681256647	23	< 0.1%
0.7594120411	40	< 0.1%
0.7572504197	24	< 0.1%

cum_factor
Real number (ℝ)

High correlation

Distinct	108320
Distinct (%)	42.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55459.084

Minimum	9
Maximum	589418
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	9
5-th percentile	1118
Q1	6426
median	20404
Q3	67706
95-th percentile	231407.6
Maximum	589418
Range	589409
Interquartile range (IQR)	61280

Descriptive statistics

Standard deviation	81222.026
Coefficient of variation (CV)	1.4645396
Kurtosis	7.0683766
Mean	55459.084
Median Absolute Deviation (MAD)	17420
Skewness	2.4677672
Sum	1.407302 × 10¹⁰
Variance	6.5970176 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1890	44	< 0.1%
2160	41	< 0.1%
1080	39	< 0.1%
1800	38	< 0.1%
1620	38	< 0.1%
1296	37	< 0.1%
900	37	< 0.1%
840	36	< 0.1%
1920	36	< 0.1%
1680	36	< 0.1%
Other values (108310)	253373	99.8%

Value	Count	Frequency (%)
9	1	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
17	2	< 0.1%
19	3	< 0.1%
20	1	< 0.1%
21	2	< 0.1%
22	2	< 0.1%

Value	Count	Frequency (%)
589418	1	< 0.1%
588884	1	< 0.1%
588246	1	< 0.1%
587631	1	< 0.1%
587563	1	< 0.1%
587058	1	< 0.1%
586385	1	< 0.1%
586317	1	< 0.1%
585704	1	< 0.1%
585061	1	< 0.1%

decile
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3387914

Minimum	0
Maximum	9
Zeros	28631
Zeros (%)	11.3%
Negative	0
Negative (%)	0.0%
Memory size	1.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8694039
Coefficient of variation (CV)	0.66133714
Kurtosis	-1.220659
Mean	4.3387914
Median Absolute Deviation (MAD)	2
Skewness	0.052997789
Sum	1100990
Variance	8.2334785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	28631	11.3%
1	26346	10.4%
2	26249	10.3%
3	25693	10.1%
5	25391	10.0%
4	25286	10.0%
6	25035	9.9%
7	24548	9.7%
8	24262	9.6%
9	22314	8.8%

Value	Count	Frequency (%)
0	28631	11.3%
1	26346	10.4%
2	26249	10.3%
3	25693	10.1%
4	25286	10.0%
5	25391	10.0%
6	25035	9.9%
7	24548	9.7%
8	24262	9.6%
9	22314	8.8%

Value	Count	Frequency (%)
9	22314	8.8%
8	24262	9.6%
7	24548	9.7%
6	25035	9.9%
5	25391	10.0%
4	25286	10.0%
3	25693	10.1%
2	26249	10.3%
1	26346	10.4%
0	28631	11.3%

Interactions

Correlations

	arrenda	becas	bene_gob	cum_factor	decile	donativos	entidad	est_dis	estim_alqu	factor	foliohog	folioviv	gini_year	ing_cor	ingtrab	jubilacion	municipio	negocio	otros_ing	otros_trab	remesas	rentas	trabajo	trans_inst	transf_hog	transfer	ubica_geo	upm	utilidad	year
arrenda	1.000	0.006	0.016	0.078	0.095	0.008	-0.005	-0.006	0.102	-0.004	0.000	-0.006	0.028	0.126	0.008	0.071	-0.024	-0.002	0.010	0.011	0.004	0.722	0.001	0.009	0.011	0.055	-0.005	-0.006	0.048	0.000
becas	0.006	1.000	-0.020	0.032	0.038	0.004	-0.015	-0.015	0.019	-0.014	0.019	-0.014	0.005	0.047	0.048	-0.021	-0.031	0.001	0.012	0.030	-0.005	0.005	0.047	0.017	-0.018	0.066	-0.015	-0.017	0.001	0.005
bene_gob	0.016	-0.020	1.000	-0.165	-0.021	0.097	0.070	0.077	-0.014	-0.029	0.000	0.075	-0.008	-0.121	-0.250	0.107	0.070	0.112	0.008	0.004	0.070	-0.001	-0.253	0.136	0.048	0.454	0.070	0.081	-0.019	0.043
cum_factor	0.078	0.032	-0.165	1.000	0.467	-0.082	-0.151	-0.169	0.359	0.263	0.018	-0.166	0.072	0.668	0.519	0.156	-0.144	-0.116	0.007	0.003	-0.095	0.094	0.487	-0.068	-0.066	-0.019	-0.150	-0.159	0.058	0.022
decile	0.095	0.038	-0.021	0.467	1.000	-0.082	0.010	0.009	0.293	0.045	0.037	0.008	-0.003	0.783	0.605	0.121	0.004	0.045	0.013	0.062	0.011	0.135	0.517	0.018	-0.045	0.079	0.010	0.009	0.099	0.001
donativos	0.008	0.004	0.097	-0.082	-0.082	1.000	0.048	0.049	-0.026	-0.000	0.000	0.049	0.019	-0.110	-0.220	-0.010	0.011	-0.000	0.033	0.045	0.032	-0.019	-0.202	0.069	0.150	0.367	0.048	0.047	-0.035	0.005
entidad	-0.005	-0.015	0.070	-0.151	0.010	0.048	1.000	0.999	-0.045	0.193	0.020	0.999	-0.052	-0.099	-0.083	-0.022	0.357	0.071	0.008	0.026	0.008	-0.005	-0.090	0.081	0.038	0.046	0.999	0.986	-0.002	0.003
est_dis	-0.006	-0.015	0.077	-0.169	0.009	0.049	0.999	1.000	-0.050	0.178	0.015	0.999	-0.057	-0.104	-0.088	-0.026	0.357	0.075	0.008	0.027	0.012	-0.006	-0.095	0.081	0.038	0.049	0.998	0.990	-0.003	0.033
estim_alqu	0.102	0.019	-0.014	0.359	0.293	-0.026	-0.045	-0.050	1.000	0.058	0.001	-0.053	0.018	0.436	0.159	0.220	-0.083	-0.040	-0.003	-0.042	-0.039	0.134	0.143	-0.014	-0.035	0.111	-0.045	-0.034	0.093	0.021
factor	-0.004	-0.014	-0.029	0.263	0.045	-0.000	0.193	0.178	0.058	1.000	0.009	0.180	-0.030	0.021	0.020	0.006	0.459	0.028	-0.008	-0.020	-0.045	-0.012	0.015	-0.051	-0.033	-0.030	0.194	0.173	-0.012	0.039
foliohog	0.000	0.019	0.000	0.018	0.037	0.000	0.020	0.015	0.001	0.009	1.000	0.018	0.005	0.000	0.000	0.000	0.006	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.020	0.014	0.000	0.007
folioviv	-0.006	-0.014	0.075	-0.166	0.008	0.049	0.999	0.999	-0.053	0.180	0.018	1.000	-0.055	-0.107	-0.089	-0.027	0.360	0.075	0.008	0.027	0.012	-0.007	-0.095	0.082	0.038	0.047	0.999	0.987	-0.003	0.000
gini_year	0.028	0.005	-0.008	0.072	-0.003	0.019	-0.052	-0.057	0.018	-0.030	0.005	-0.055	1.000	0.003	-0.030	0.039	-0.054	-0.002	0.019	0.014	0.007	0.044	-0.031	-0.001	0.010	0.027	-0.052	-0.065	0.037	0.135
ing_cor	0.126	0.047	-0.121	0.668	0.783	-0.110	-0.099	-0.104	0.436	0.021	0.000	-0.107	0.003	1.000	0.756	0.196	-0.130	-0.053	0.013	0.036	-0.037	0.180	0.662	-0.022	-0.060	0.059	-0.099	-0.088	0.136	0.003
ingtrab	0.008	0.048	-0.250	0.519	0.605	-0.220	-0.083	-0.088	0.159	0.020	0.000	-0.089	-0.030	0.756	1.000	-0.167	-0.090	0.032	0.013	0.093	-0.134	-0.055	0.881	-0.099	-0.176	-0.353	-0.083	-0.078	-0.089	0.003
jubilacion	0.071	-0.021	0.107	0.156	0.121	-0.010	-0.022	-0.026	0.220	0.006	0.000	-0.027	0.039	0.196	-0.167	1.000	-0.044	-0.089	-0.012	-0.050	-0.035	0.053	-0.140	0.116	0.005	0.556	-0.023	-0.022	0.003	0.001
municipio	-0.024	-0.031	0.070	-0.144	0.004	0.011	0.357	0.357	-0.083	0.459	0.006	0.360	-0.054	-0.130	-0.090	-0.044	1.000	0.103	-0.017	0.006	0.012	-0.027	-0.103	0.019	-0.004	0.007	0.372	0.353	-0.015	0.021
negocio	-0.002	0.001	0.112	-0.116	0.045	-0.000	0.071	0.075	-0.040	0.028	0.000	0.075	-0.002	-0.053	0.032	-0.089	0.103	1.000	0.013	0.047	0.030	-0.035	-0.285	0.047	-0.022	-0.008	0.071	0.075	-0.050	0.003
otros_ing	0.010	0.012	0.008	0.007	0.013	0.033	0.008	0.008	-0.003	-0.008	0.000	0.008	0.019	0.013	0.013	-0.012	-0.017	0.013	1.000	0.054	0.010	0.007	0.011	0.030	0.021	0.013	0.008	0.006	0.001	0.006
otros_trab	0.011	0.030	0.004	0.003	0.062	0.045	0.026	0.027	-0.042	-0.020	0.008	0.027	0.014	0.036	0.093	-0.050	0.006	0.047	0.054	1.000	0.021	-0.004	-0.006	0.058	0.027	0.001	0.026	0.023	-0.015	0.003
remesas	0.004	-0.005	0.070	-0.095	0.011	0.032	0.008	0.012	-0.039	-0.045	0.000	0.012	0.007	-0.037	-0.134	-0.035	0.012	0.030	0.010	0.021	1.000	-0.007	-0.138	0.029	0.044	0.234	0.008	0.010	-0.013	0.017
rentas	0.722	0.005	-0.001	0.094	0.135	-0.019	-0.005	-0.006	0.134	-0.012	0.000	-0.007	0.044	0.180	-0.055	0.053	-0.027	-0.035	0.007	-0.004	-0.007	1.000	-0.053	-0.004	-0.005	0.024	-0.005	-0.007	0.697	0.002
trabajo	0.001	0.047	-0.253	0.487	0.517	-0.202	-0.090	-0.095	0.143	0.015	0.000	-0.095	-0.031	0.662	0.881	-0.140	-0.103	-0.285	0.011	-0.006	-0.138	-0.053	1.000	-0.098	-0.158	-0.329	-0.089	-0.087	-0.077	0.005
trans_inst	0.009	0.017	0.136	-0.068	0.018	0.069	0.081	0.081	-0.014	-0.051	0.000	0.082	-0.001	-0.022	-0.099	0.116	0.019	0.047	0.030	0.058	0.029	-0.004	-0.098	1.000	0.074	0.266	0.080	0.067	-0.015	0.002
transf_hog	0.011	-0.018	0.048	-0.066	-0.045	0.150	0.038	0.038	-0.035	-0.033	0.000	0.038	0.010	-0.060	-0.176	0.005	-0.004	-0.022	0.021	0.027	0.044	-0.005	-0.158	0.074	1.000	0.414	0.037	0.036	-0.019	0.006
transfer	0.055	0.066	0.454	-0.019	0.079	0.367	0.046	0.049	0.111	-0.030	0.000	0.047	0.027	0.059	-0.353	0.556	0.007	-0.008	0.013	0.001	0.234	0.024	-0.329	0.266	0.414	1.000	0.046	0.051	-0.024	0.000
ubica_geo	-0.005	-0.015	0.070	-0.150	0.010	0.048	0.999	0.998	-0.045	0.194	0.020	0.999	-0.052	-0.099	-0.083	-0.023	0.372	0.071	0.008	0.026	0.008	-0.005	-0.089	0.080	0.037	0.046	1.000	0.986	-0.002	0.003
upm	-0.006	-0.017	0.081	-0.159	0.009	0.047	0.986	0.990	-0.034	0.173	0.014	0.987	-0.065	-0.088	-0.078	-0.022	0.353	0.075	0.006	0.023	0.010	-0.007	-0.087	0.067	0.036	0.051	0.986	1.000	-0.004	0.168
utilidad	0.048	0.001	-0.019	0.058	0.099	-0.035	-0.002	-0.003	0.093	-0.012	0.000	-0.003	0.037	0.136	-0.089	0.003	-0.015	-0.050	0.001	-0.015	-0.013	0.697	-0.077	-0.015	-0.019	-0.024	-0.002	-0.004	1.000	0.003
year	0.000	0.005	0.043	0.022	0.001	0.005	0.003	0.033	0.021	0.039	0.007	0.000	0.135	0.003	0.003	0.001	0.021	0.003	0.006	0.003	0.017	0.002	0.005	0.002	0.006	0.000	0.003	0.168	0.003	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	folioviv	foliohog	ubica_geo	ing_cor	factor	upm	est_dis	ingtrab	trabajo	negocio	otros_trab	transfer	donativos	bene_gob	transf_hog	trans_inst	estim_alqu	entidad	municipio	Nhog	year	gini_year	cum_factor
0	160111901	1	1001	2863.46	120	265	10	0.00	0.00	0.00	0.00	1702.17	0.00	1702.17	0.00	0.00	1161.29	1	1	1	2018	0.394781	120
1	100211002	1	1001	3423.91	182	28	2	3423.91	0.00	3423.91	0.00	0.00	0.00	0.00	0.00	0.00	0.00	1	1	1	2018	0.394781	302
2	100836004	1	1001	3521.73	193	109	2	3521.73	3521.73	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	1	1	1	2018	0.394781	495
3	100062803	1	1001	3826.22	192	7	2	0.00	0.00	0.00	0.00	1426.22	1426.22	0.00	0.00	0.00	2400.00	1	1	1	2018	0.394781	687
4	100828801	1	1001	5252.45	193	107	2	1967.21	0.00	1967.21	0.00	885.24	885.24	0.00	0.00	0.00	2400.00	1	1	1	2018	0.394781	880
5	101300201	1	1001	5713.70	184	155	2	1491.71	0.00	0.00	1491.71	4221.99	3232.04	0.00	989.95	0.00	0.00	1	1	1	2018	0.394781	1064
6	101730204	1	1001	5950.80	185	196	1	0.00	0.00	0.00	0.00	5370.16	5370.16	0.00	0.00	0.00	580.64	1	1	1	2018	0.394781	1249
7	101602006	1	1001	7017.18	233	186	3	6554.34	0.00	6554.34	0.00	462.84	0.00	0.00	0.00	462.84	0.00	1	1	1	2018	0.394781	1482
8	160083007	1	1001	7269.76	87	261	10	0.00	0.00	0.00	0.00	4947.18	0.00	3404.34	1542.84	0.00	2322.58	1	1	1	2018	0.394781	1569
9	160093805	1	1001	7495.77	78	263	10	1028.56	1028.56	0.00	0.00	1967.21	1967.21	0.00	0.00	0.00	4500.00	1	1	1	2018	0.394781	1647

	folioviv	foliohog	ubica_geo	ing_cor	factor	upm	est_dis	ingtrab	trabajo	negocio	otros_trab	transfer	jubilacion	donativos	bene_gob	transf_hog	estim_alqu	entidad	municipio	Nhog	year	gini_year	cum_factor	decile
253745	3202645313	1	32057	44577.12	205	10182	557	41673.90	41673.90	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2903.22	32	57	1	2022	0.453524	2460	5
253746	3202645523	1	32057	49275.02	205	10182	557	38396.70	29103.24	0.00	9293.46	6523.49	0.00	0.00	1565.21	4958.28	4354.83	32	57	1	2022	0.453524	2665	6
253747	3202645317	1	32057	49330.34	205	10182	557	43508.12	43508.12	0.00	0.00	1467.39	0.00	1467.39	0.00	0.00	4354.83	32	57	1	2022	0.453524	2870	6
253748	3202645522	1	32057	52191.74	205	10182	557	47836.91	40304.31	6114.13	1418.47	0.00	0.00	0.00	0.00	0.00	4354.83	32	57	1	2022	0.453524	3075	7
253749	3202645519	1	32057	56123.76	205	10182	557	44510.86	44021.73	489.13	0.00	0.00	0.00	0.00	0.00	0.00	11612.90	32	57	1	2022	0.453524	3280	7
253750	3202645316	1	32057	56887.41	205	10182	557	52532.58	52532.58	0.00	0.00	0.00	0.00	0.00	0.00	0.00	4354.83	32	57	1	2022	0.453524	3485	8
253751	3202645008	1	32057	57533.47	205	10182	557	31183.55	27270.51	0.00	3913.04	20543.47	14673.91	2934.78	2934.78	0.00	5806.45	32	57	1	2022	0.453524	3690	8
253752	3202645803	1	32057	85124.10	205	10182	557	74409.82	0.00	68508.19	5901.63	7714.28	0.00	0.00	0.00	7714.28	3000.00	32	57	1	2022	0.453524	3895	9
253753	3202645012	1	32057	123124.19	205	10182	557	75326.07	75326.07	0.00	0.00	39088.45	5869.56	0.00	5576.08	27642.81	8709.67	32	57	1	2022	0.453524	4100	9
253754	3202645804	1	32057	383357.21	205	10182	557	371588.36	363326.07	0.00	8262.29	7868.85	0.00	7868.85	0.00	0.00	3900.00	32	57	1	2022	0.453524	4305	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample